Systems Bioinformatics/NISB, Faculty of Earth and Life Sciences, VU University Amsterdam, De Boelelaan 1085, 1081 HV Amsterdam, The Netherlands.
Curr Opin Biotechnol. 2013 Apr;24(2):200-6. doi: 10.1016/j.copbio.2012.11.003. Epub 2012 Nov 28.
We review the uses and limitations of modelling approaches that are in use in the field of Lactic Acid Bacteria (LAB). We describe recent developments in model construction and computational methods, starting from application of such models to monocultures. However, since most applications in food biotechnology involve complex nutrient environments and mixed cultures, we extend the scope to discuss developments in modelling such complex systems. With metagenomics and meta-functional genomics data becoming available, the developments in genome-scale community models are discussed. We conclude that exploratory tools are available and useful, but truly predictive mechanistic models will remain a major challenge in the field.
我们回顾了在乳酸菌(LAB)领域中使用的建模方法的用途和局限性。我们描述了模型构建和计算方法的最新进展,从这些模型在纯培养物中的应用开始。然而,由于食品生物技术中的大多数应用涉及复杂的营养环境和混合培养物,我们将范围扩展到讨论对这种复杂系统的建模的发展。随着宏基因组学和元功能基因组学数据的出现,讨论了基于基因组规模的群落模型的发展。我们得出结论,探索性工具是可用的和有用的,但真正具有预测性的机制模型仍将是该领域的主要挑战。